workshop

Offline Policy Comparison with Confidence: Benchmarks and Baselines
Decision makers often wish to use offline historical data to compare sequential-action policies at various world states. Importantly, …
Anurag Koul, Mariano Phielipp, Alan Fern
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Dream and search to control: Latent space planning for continuous control
Learning and planning with latent space dynamics has been shown to be useful for sample efficiency in model-based reinforcement …
Anurag Koul, Varun V Kumar, Alan Fern, Somdeb Majumdar
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Explaining deep adaptive programs via reward decomposition
Adaptation Based Programming (ABP) allows programmers to employ “choice points” at program locations where they are …
Martin Erwig, Alan Fern, Magesh Murali, Anurag Koul
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